{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c6019ecb-f1ba-480c-9d69-17fdf1d52d6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      " [-9.89255197e-01  5.06286977e-01]\n",
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      " [-3.94263275e-01  1.22179137e+00]\n",
      " [ 1.82686214e+00 -2.10006353e-01]\n",
      " [ 4.43136284e-01 -1.73288769e-01]\n",
      " [ 8.01706392e-01  1.80738752e-01]\n",
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      " [ 5.03146664e-01 -3.96514094e-01]\n",
      " [ 1.30697509e+00 -2.52190775e-01]\n",
      " [ 2.02332298e+00 -4.43351977e-02]\n",
      " [-4.39649128e-03  8.45759994e-01]\n",
      " [-2.31651532e-01  8.94687172e-01]\n",
      " [-1.38529602e-01  1.67884369e-01]\n",
      " [-3.02683738e-01  9.61567563e-01]\n",
      " [ 2.00696672e+00 -5.16165413e-02]\n",
      " [-2.86863716e-01  9.72268975e-01]\n",
      " [ 1.50499714e-01  1.23979435e+00]\n",
      " [-7.69421768e-01  2.17947399e-01]\n",
      " [ 6.38770660e-01  7.34059867e-01]\n",
      " [-3.45214903e-01  7.26200764e-01]\n",
      " [ 1.80189631e+00 -5.07145672e-01]\n",
      " [ 1.85012495e+00 -1.58736544e-01]\n",
      " [ 5.64670731e-01 -4.93349010e-01]\n",
      " [ 3.92069238e-01  1.11607893e+00]\n",
      " [ 1.04130523e+00 -4.55915078e-01]\n",
      " [ 2.28668618e+00 -1.80600656e-01]\n",
      " [ 8.37395373e-01 -1.49180443e-01]\n",
      " [-1.16630981e-01  9.87296600e-01]\n",
      " [ 7.71881510e-01 -6.30748797e-01]\n",
      " [ 2.65298096e-01 -3.84733801e-01]\n",
      " [ 1.09122646e+00 -3.16754515e-01]\n",
      " [ 2.15594277e-01  5.35670809e-01]\n",
      " [-1.17479482e+00 -6.59184065e-04]\n",
      " [ 6.01016504e-01  2.16709802e-01]\n",
      " [-1.01646884e+00  6.88070092e-01]\n",
      " [-7.79088726e-01  5.79013778e-01]\n",
      " [ 4.93093292e-01 -3.80088844e-01]\n",
      " [ 1.61724448e+00  6.88256916e-01]\n",
      " [ 8.10808444e-01  6.18381025e-01]\n",
      " [ 1.86740805e+00  1.10281183e-01]\n",
      " [-7.22174648e-01  6.50947878e-01]\n",
      " [-5.83107417e-02  2.28058508e-01]\n",
      " [ 7.37209784e-01  3.20761072e-01]\n",
      " [-1.47598169e+00  3.57238973e-01]\n",
      " [ 1.88332091e+00 -1.09889696e-01]\n",
      " [ 4.94782005e-02  4.91291561e-01]]\n",
      "[0 0 0 1 1 1 0 1 1 0 0 1 1 0 1 1 0 1 0 0 1 0 1 0 0 0 0 0 1 1 0 0 0 0 1 1 1\n",
      " 1 1 0 0 1 0 0 1 1 0 0 1 0 1 1 0 1 1 0 1 0 1 0 1 0 0 0 0 1 0 1 0 1 0 1 1 0\n",
      " 1 1 0 1 1 1 0 0 0 1 1 0 1 0 1 0 0 1 1 0 0 1 1 0 0 1 0 0 1 1 1 1 0 0 1 1 1\n",
      " 0 1 1 0 1 0 0 1 0 0 1 1 1 0 0 1 1 0 0 1 0 0 1 0 1 0 1 0 1 1 1 1 0 0 0 0 1\n",
      " 0 0 1 1 0 0 0 0 1 1 0 0 1 1 1 1 0 0 1 0 1 0 0 0 0 0 1 1 1 0 1 1 0 0 1 1 1\n",
      " 1 0 1 0 0 1 1 0 1 0 1 0 0 1 1]\n",
      "测试集准确率：0.97\n",
      "Z：[[1 1 1 ... 1 1 1]\n",
      " [1 1 1 ... 1 1 1]\n",
      " [1 1 1 ... 0 0 0]\n",
      " ...\n",
      " [1 1 1 ... 1 1 1]\n",
      " [1 1 1 ... 1 1 1]\n",
      " [1 1 1 ... 1 1 1]]\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# 1. 生成非线性可分数据（半月形）\n",
    "X, y = datasets.make_moons(n_samples=200, noise=0.2, random_state=42)\n",
    "\n",
    "# 2. 划分训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, test_size=0.3, random_state=42\n",
    ")\n",
    "\n",
    "# 3. 构建并训练 SVM 模型（使用 RBF 核）\n",
    "clf = SVC(kernel='rbf', gamma=1.0, C=1.0)\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "# 4. 计算测试集准确率\n",
    "accuracy = clf.score(X_test, y_test)\n",
    "print(f\"测试集准确率：{accuracy:.2f}\")\n",
    "\n",
    "# 5. 绘制决策边界函数\n",
    "def plot_decision_boundary(clf, X, y):\n",
    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "    xx, yy = np.meshgrid(np.linspace(x_min, x_max, 500),\n",
    "                         np.linspace(y_min, y_max, 500))\n",
    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    \n",
    "    print(f\"Z：{Z[:500,:100]}\")\n",
    "\n",
    "    plt.contourf(xx, yy, Z, alpha=0.4, cmap=plt.cm.coolwarm)\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y, s=40, edgecolors='k', cmap=plt.cm.coolwarm)\n",
    "    plt.title(\"SVM with RBF Kernel\")\n",
    "    plt.xlabel(\"Feature 1\")\n",
    "    plt.ylabel(\"Feature 2\")\n",
    "    plt.show()\n",
    "\n",
    "# 6. 可视化决策边界\n",
    "plot_decision_boundary(clf, X, y)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2785d1fc-120a-42d7-b947-b8731dcdc292",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
